Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 379021 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 418 |
| Duplicate rows (%) | 0.1% |
| Total size in memory | 28.9 MiB |
| Average record size in memory | 80.0 B |
Variable types
| Numeric | 10 |
|---|
| Dataset has 418 (0.1%) duplicate rows | Duplicates |
dropped_frames_mean is highly correlated with dropped_frames_std and 1 other fields | High correlation |
dropped_frames_std is highly correlated with dropped_frames_mean and 1 other fields | High correlation |
dropped_frames_max is highly correlated with dropped_frames_mean and 1 other fields | High correlation |
bitrate_mean is highly correlated with bitrate_std and 1 other fields | High correlation |
bitrate_std is highly correlated with bitrate_mean and 1 other fields | High correlation |
target is highly correlated with bitrate_mean and 1 other fields | High correlation |
rtt_mean is highly correlated with rtt_std | High correlation |
rtt_std is highly correlated with rtt_mean | High correlation |
fps_mean is highly correlated with fps_std | High correlation |
fps_std is highly correlated with fps_mean | High correlation |
rtt_mean is highly skewed (γ1 = 28.55656923) | Skewed |
rtt_std is highly skewed (γ1 = 136.2679109) | Skewed |
dropped_frames_mean is highly skewed (γ1 = 93.73267892) | Skewed |
fps_std has 92611 (24.4%) zeros | Zeros |
rtt_mean has 5496 (1.5%) zeros | Zeros |
rtt_std has 15520 (4.1%) zeros | Zeros |
dropped_frames_mean has 368604 (97.3%) zeros | Zeros |
dropped_frames_std has 368750 (97.3%) zeros | Zeros |
dropped_frames_max has 368604 (97.3%) zeros | Zeros |
bitrate_std has 4511 (1.2%) zeros | Zeros |
Reproduction
| Analysis started | 2022-10-05 10:30:06.193967 |
|---|---|
| Analysis finished | 2022-10-05 10:30:45.082045 |
| Duration | 38.89 seconds |
| Software version | pandas-profiling v3.3.0 |
| Download configuration | config.json |
| Distinct | 570 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.23112677 |
| Minimum | 10 |
|---|---|
| Maximum | 125.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.9 MiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 24.1 |
| Q1 | 28.8 |
| median | 30 |
| Q3 | 43.6 |
| 95-th percentile | 57.7 |
| Maximum | 125.8 |
| Range | 115.8 |
| Interquartile range (IQR) | 14.8 |
Descriptive statistics
| Standard deviation | 10.97501034 |
|---|---|
| Coefficient of variation (CV) | 0.3115145992 |
| Kurtosis | -0.3639516981 |
| Mean | 35.23112677 |
| Median Absolute Deviation (MAD) | 2.9 |
| Skewness | 0.9322321979 |
| Sum | 13353336.9 |
| Variance | 120.4508519 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 30 | 80492 | 21.2% |
| 29.9 | 15270 | 4.0% |
| 29.8 | 8850 | 2.3% |
| 29.7 | 6579 | 1.7% |
| 30.1 | 6014 | 1.6% |
| 29.6 | 5423 | 1.4% |
| 29.5 | 4660 | 1.2% |
| 25 | 4654 | 1.2% |
| 29.4 | 3912 | 1.0% |
| 24 | 3578 | 0.9% |
| Other values (560) | 239589 |
| Value | Count | Frequency (%) |
| 10 | 29 | |
| 10.5 | 4 | < 0.1% |
| 10.6 | 5 | < 0.1% |
| 10.7 | 12 | < 0.1% |
| 10.8 | 9 | < 0.1% |
| 10.9 | 15 | |
| 11 | 31 | |
| 11.1 | 23 | |
| 11.2 | 31 | |
| 11.3 | 31 |
| Value | Count | Frequency (%) |
| 125.8 | 1 | |
| 102.7 | 1 | |
| 98.7 | 1 | |
| 95.4 | 1 | |
| 91.8 | 1 | |
| 83.7 | 1 | |
| 83 | 1 | |
| 80.2 | 1 | |
| 76.3 | 1 | |
| 75.9 | 1 |
| Distinct | 17929 |
|---|---|
| Distinct (%) | 4.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.725705034 |
| Minimum | 0 |
|---|---|
| Maximum | 307.1672726 |
| Zeros | 92611 |
| Zeros (%) | 24.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.316227766 |
| median | 0.9428090416 |
| Q3 | 2.233582076 |
| 95-th percentile | 6.307843442 |
| Maximum | 307.1672726 |
| Range | 307.1672726 |
| Interquartile range (IQR) | 1.91735431 |
Descriptive statistics
| Standard deviation | 2.505942402 |
|---|---|
| Coefficient of variation (CV) | 1.452126726 |
| Kurtosis | 701.7718804 |
| Mean | 1.725705034 |
| Median Absolute Deviation (MAD) | 0.9428090416 |
| Skewness | 9.699972994 |
| Sum | 654078.4477 |
| Variance | 6.279747322 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 92611 | 24.4% |
| 0.316227766 | 6311 | 1.7% |
| 0.316227766 | 4891 | 1.3% |
| 0.316227766 | 4085 | 1.1% |
| 0.316227766 | 4053 | 1.1% |
| 0.316227766 | 3086 | 0.8% |
| 0.4216370214 | 2058 | 0.5% |
| 0.4216370214 | 1975 | 0.5% |
| 0.4714045208 | 1963 | 0.5% |
| 0.9486832981 | 1935 | 0.5% |
| Other values (17919) | 256053 |
| Value | Count | Frequency (%) |
| 0 | 92611 | |
| 0.316227766 | 202 | 0.1% |
| 0.316227766 | 4891 | 1.3% |
| 0.316227766 | 3086 | 0.8% |
| 0.316227766 | 4053 | 1.1% |
| 0.316227766 | 1 | < 0.1% |
| 0.316227766 | 6311 | 1.7% |
| 0.316227766 | 4085 | 1.1% |
| 0.316227766 | 415 | 0.1% |
| 0.316227766 | 156 | < 0.1% |
| Value | Count | Frequency (%) |
| 307.1672726 | 1 | |
| 148.898959 | 1 | |
| 141.1563751 | 1 | |
| 139.6567618 | 1 | |
| 103.2735849 | 1 | |
| 95.81817271 | 1 | |
| 88.87294301 | 1 | |
| 63.98133408 | 1 | |
| 62.89850731 | 1 | |
| 62.22905716 | 1 |
| Distinct | 4769 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.62385778 |
| Minimum | 0 |
|---|---|
| Maximum | 12898.4 |
| Zeros | 5496 |
| Zeros (%) | 1.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4.5 |
| Q1 | 14.3 |
| median | 32.2 |
| Q3 | 55.9 |
| 95-th percentile | 162.3 |
| Maximum | 12898.4 |
| Range | 12898.4 |
| Interquartile range (IQR) | 41.6 |
Descriptive statistics
| Standard deviation | 94.78109805 |
|---|---|
| Coefficient of variation (CV) | 1.909990522 |
| Kurtosis | 1921.808241 |
| Mean | 49.62385778 |
| Median Absolute Deviation (MAD) | 19.1 |
| Skewness | 28.55656923 |
| Sum | 18808484.2 |
| Variance | 8983.456547 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 5496 | 1.5% |
| 13.1 | 1203 | 0.3% |
| 13 | 1157 | 0.3% |
| 13.3 | 1151 | 0.3% |
| 13.4 | 1143 | 0.3% |
| 13.2 | 1139 | 0.3% |
| 5 | 1090 | 0.3% |
| 12.9 | 1080 | 0.3% |
| 16.1 | 1070 | 0.3% |
| 12.6 | 1068 | 0.3% |
| Other values (4759) | 363424 |
| Value | Count | Frequency (%) |
| 0 | 5496 | |
| 0.2 | 1 | < 0.1% |
| 0.3 | 4 | < 0.1% |
| 0.4 | 2 | < 0.1% |
| 0.5 | 3 | < 0.1% |
| 0.6 | 1 | < 0.1% |
| 0.7 | 6 | < 0.1% |
| 0.8 | 4 | < 0.1% |
| 0.9 | 3 | < 0.1% |
| 1 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| 12898.4 | 1 | |
| 9021.4 | 1 | |
| 7191.8 | 1 | |
| 7078.7 | 1 | |
| 6072.8 | 1 | |
| 5889 | 1 | |
| 5885.6 | 1 | |
| 5742.1 | 1 | |
| 5561.8 | 1 | |
| 5255.7 | 1 |
| Distinct | 57786 |
|---|---|
| Distinct (%) | 15.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.76367188 |
| Minimum | 0 |
|---|---|
| Maximum | 40721.93329 |
| Zeros | 15520 |
| Zeros (%) | 4.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.316227766 |
| Q1 | 0.6992058988 |
| median | 1.433720878 |
| Q3 | 4.948624949 |
| 95-th percentile | 33.64867506 |
| Maximum | 40721.93329 |
| Range | 40721.93329 |
| Interquartile range (IQR) | 4.249419051 |
Descriptive statistics
| Standard deviation | 112.68446 |
|---|---|
| Coefficient of variation (CV) | 8.828529988 |
| Kurtosis | 45230.45394 |
| Mean | 12.76367188 |
| Median Absolute Deviation (MAD) | 0.9506749863 |
| Skewness | 136.2679109 |
| Sum | 4837699.68 |
| Variance | 12697.78752 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 15520 | 4.1% |
| 0.4830458915 | 3208 | 0.8% |
| 0.5163977795 | 2934 | 0.8% |
| 0.4216370214 | 2676 | 0.7% |
| 0.316227766 | 2597 | 0.7% |
| 0.5163977795 | 2372 | 0.6% |
| 0.5676462122 | 2179 | 0.6% |
| 0.316227766 | 2163 | 0.6% |
| 0.6749485577 | 2098 | 0.6% |
| 0.6992058988 | 1896 | 0.5% |
| Other values (57776) | 341378 |
| Value | Count | Frequency (%) |
| 0 | 15520 | |
| 0.316227766 | 1 | < 0.1% |
| 0.316227766 | 2 | < 0.1% |
| 0.316227766 | 3 | < 0.1% |
| 0.316227766 | 8 | < 0.1% |
| 0.316227766 | 2 | < 0.1% |
| 0.316227766 | 31 | < 0.1% |
| 0.316227766 | 38 | < 0.1% |
| 0.316227766 | 32 | < 0.1% |
| 0.316227766 | 234 | 0.1% |
| Value | Count | Frequency (%) |
| 40721.93329 | 1 | |
| 5413.64582 | 1 | |
| 5215.541693 | 1 | |
| 4716.121053 | 1 | |
| 4452.103599 | 1 | |
| 4363.526627 | 1 | |
| 4292.544757 | 1 | |
| 4207.683566 | 1 | |
| 4153.091545 | 1 | |
| 4062.728204 | 1 |
| Distinct | 298 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1804506874 |
| Minimum | 0 |
|---|---|
| Maximum | 540 |
| Zeros | 368604 |
| Zeros (%) | 97.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 540 |
| Range | 540 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.732890313 |
|---|---|
| Coefficient of variation (CV) | 9.603123921 |
| Kurtosis | 25322.36518 |
| Mean | 0.1804506874 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 93.73267892 |
| Sum | 68394.6 |
| Variance | 3.002908837 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 368604 | |
| 3.3 | 503 | 0.1% |
| 3.4 | 485 | 0.1% |
| 3.5 | 405 | 0.1% |
| 3.6 | 297 | 0.1% |
| 0.1 | 230 | 0.1% |
| 3.2 | 228 | 0.1% |
| 6.6 | 228 | 0.1% |
| 6.4 | 210 | 0.1% |
| 6.7 | 206 | 0.1% |
| Other values (288) | 7625 | 2.0% |
| Value | Count | Frequency (%) |
| 0 | 368604 | |
| 0.1 | 230 | 0.1% |
| 0.2 | 10 | < 0.1% |
| 0.3 | 7 | < 0.1% |
| 0.4 | 11 | < 0.1% |
| 0.5 | 2 | < 0.1% |
| 0.6 | 3 | < 0.1% |
| 0.7 | 10 | < 0.1% |
| 0.8 | 2 | < 0.1% |
| 0.9 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 540 | 1 | < 0.1% |
| 123 | 2 | < 0.1% |
| 77 | 4 | < 0.1% |
| 76 | 1 | < 0.1% |
| 73.8 | 1 | < 0.1% |
| 72 | 2 | < 0.1% |
| 68 | 11 | |
| 64.8 | 1 | < 0.1% |
| 64 | 6 | |
| 61.5 | 1 | < 0.1% |
| Distinct | 1144 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4695475059 |
| Minimum | 0 |
|---|---|
| Maximum | 202.3857703 |
| Zeros | 368750 |
| Zeros (%) | 97.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 202.3857703 |
| Range | 202.3857703 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 3.157866214 |
|---|---|
| Coefficient of variation (CV) | 6.725339129 |
| Kurtosis | 193.9396541 |
| Mean | 0.4695475059 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.655549724 |
| Sum | 177968.3652 |
| Variance | 9.972119027 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 368750 | |
| 10.43551628 | 501 | 0.1% |
| 11.06797181 | 398 | 0.1% |
| 10.75174404 | 334 | 0.1% |
| 11.38419958 | 298 | 0.1% |
| 0.316227766 | 231 | 0.1% |
| 10.11928851 | 227 | 0.1% |
| 20.23857703 | 204 | 0.1% |
| 11.70042734 | 196 | 0.1% |
| 20.87103256 | 196 | 0.1% |
| Other values (1134) | 7686 | 2.0% |
| Value | Count | Frequency (%) |
| 0 | 368750 | |
| 0.316227766 | 231 | 0.1% |
| 0.4216370214 | 1 | < 0.1% |
| 0.4830458915 | 5 | < 0.1% |
| 0.632455532 | 9 | < 0.1% |
| 0.8432740427 | 1 | < 0.1% |
| 0.8432740427 | 1 | < 0.1% |
| 0.9486832981 | 4 | < 0.1% |
| 0.9486832981 | 2 | < 0.1% |
| 1.264911064 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 202.3857703 | 1 | |
| 189.7366596 | 1 | |
| 157.7976552 | 1 | |
| 154.9516053 | 1 | |
| 142.3003475 | 1 | |
| 95.50078534 | 1 | |
| 86.95905805 | 1 | |
| 77.15957491 | 1 | |
| 76.85513068 | 1 | |
| 74.94598055 | 1 |
| Distinct | 200 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.450719089 |
| Minimum | 0 |
|---|---|
| Maximum | 640 |
| Zeros | 368604 |
| Zeros (%) | 97.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 640 |
| Range | 640 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 9.670928366 |
|---|---|
| Coefficient of variation (CV) | 6.666299793 |
| Kurtosis | 210.1732448 |
| Mean | 1.450719089 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.770391129 |
| Sum | 549853 |
| Variance | 93.52685546 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 368604 | |
| 33 | 561 | 0.1% |
| 34 | 532 | 0.1% |
| 35 | 427 | 0.1% |
| 36 | 339 | 0.1% |
| 1 | 265 | 0.1% |
| 32 | 254 | 0.1% |
| 66 | 234 | 0.1% |
| 38 | 230 | 0.1% |
| 64 | 225 | 0.1% |
| Other values (190) | 7350 | 1.9% |
| Value | Count | Frequency (%) |
| 0 | 368604 | |
| 1 | 265 | 0.1% |
| 2 | 11 | < 0.1% |
| 3 | 14 | < 0.1% |
| 4 | 9 | < 0.1% |
| 5 | 2 | < 0.1% |
| 6 | 8 | < 0.1% |
| 7 | 7 | < 0.1% |
| 8 | 3 | < 0.1% |
| 9 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 640 | 1 | |
| 600 | 1 | |
| 499 | 1 | |
| 490 | 1 | |
| 455 | 1 | |
| 302 | 1 | |
| 268 | 1 | |
| 244 | 1 | |
| 237 | 1 | |
| 233 | 1 |
| Distinct | 154342 |
|---|---|
| Distinct (%) | 40.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7516.585502 |
| Minimum | 0 |
|---|---|
| Maximum | 64913.5 |
| Zeros | 290 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 511.4 |
| Q1 | 2773.3 |
| median | 6287.2 |
| Q3 | 10187.2 |
| 95-th percentile | 19681.5 |
| Maximum | 64913.5 |
| Range | 64913.5 |
| Interquartile range (IQR) | 7413.9 |
Descriptive statistics
| Standard deviation | 6073.992189 |
|---|---|
| Coefficient of variation (CV) | 0.8080786398 |
| Kurtosis | 2.228573665 |
| Mean | 7516.585502 |
| Median Absolute Deviation (MAD) | 3769.6 |
| Skewness | 1.226249417 |
| Sum | 2848943754 |
| Variance | 36893381.11 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 455 | 307 | 0.1% |
| 456.8 | 301 | 0.1% |
| 458.6 | 293 | 0.1% |
| 0 | 290 | 0.1% |
| 965 | 249 | 0.1% |
| 458.7 | 241 | 0.1% |
| 453.2 | 222 | 0.1% |
| 460.4 | 217 | 0.1% |
| 1151 | 215 | 0.1% |
| 456.9 | 201 | 0.1% |
| Other values (154332) | 376485 |
| Value | Count | Frequency (%) |
| 0 | 290 | |
| 3.3 | 1 | < 0.1% |
| 13.3 | 1 | < 0.1% |
| 15.6 | 1 | < 0.1% |
| 17.6 | 1 | < 0.1% |
| 17.9 | 1 | < 0.1% |
| 18 | 11 | < 0.1% |
| 18.2 | 1 | < 0.1% |
| 18.9 | 4 | < 0.1% |
| 19 | 18 | < 0.1% |
| Value | Count | Frequency (%) |
| 64913.5 | 1 | |
| 62388.2 | 1 | |
| 61651.1 | 1 | |
| 61013.4 | 1 | |
| 60993.6 | 1 | |
| 60061.6 | 1 | |
| 60046.7 | 1 | |
| 59953.7 | 1 | |
| 59886.4 | 1 | |
| 59785.5 | 1 |
| Distinct | 362263 |
|---|---|
| Distinct (%) | 95.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1603.487501 |
| Minimum | 0 |
|---|---|
| Maximum | 26908.5323 |
| Zeros | 4511 |
| Zeros (%) | 1.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 12.03744159 |
| Q1 | 383.6835502 |
| median | 1112.71001 |
| Q3 | 2241.848801 |
| 95-th percentile | 4931.753242 |
| Maximum | 26908.5323 |
| Range | 26908.5323 |
| Interquartile range (IQR) | 1858.16525 |
Descriptive statistics
| Standard deviation | 1721.021623 |
|---|---|
| Coefficient of variation (CV) | 1.073299057 |
| Kurtosis | 10.02462319 |
| Mean | 1603.487501 |
| Median Absolute Deviation (MAD) | 851.5016854 |
| Skewness | 2.309804912 |
| Sum | 607755436.2 |
| Variance | 2961915.428 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4511 | 1.2% |
| 9.295160031 | 264 | 0.1% |
| 9.81155781 | 164 | < 0.1% |
| 9.295160031 | 163 | < 0.1% |
| 8.694826048 | 134 | < 0.1% |
| 5.692099788 | 121 | < 0.1% |
| 9.295160031 | 113 | < 0.1% |
| 7.589466384 | 110 | < 0.1% |
| 9.177871939 | 107 | < 0.1% |
| 9.486832981 | 103 | < 0.1% |
| Other values (362253) | 373231 |
| Value | Count | Frequency (%) |
| 0 | 4511 | |
| 0.316227766 | 1 | < 0.1% |
| 0.316227766 | 1 | < 0.1% |
| 0.316227766 | 1 | < 0.1% |
| 0.316227766 | 2 | < 0.1% |
| 0.316227766 | 13 | < 0.1% |
| 0.316227766 | 1 | < 0.1% |
| 0.316227766 | 3 | < 0.1% |
| 0.316227766 | 8 | < 0.1% |
| 0.316227766 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 26908.5323 | 1 | |
| 26833.09143 | 1 | |
| 26245.48626 | 1 | |
| 25877.93376 | 1 | |
| 25772.69755 | 1 | |
| 25220.17424 | 1 | |
| 25166.34678 | 1 | |
| 24716.56566 | 1 | |
| 24697.99116 | 1 | |
| 24348.73755 | 1 |
| Distinct | 27490 |
|---|---|
| Distinct (%) | 7.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7525.396231 |
| Minimum | 0 |
|---|---|
| Maximum | 64913 |
| Zeros | 320 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 512 |
| Q1 | 2785 |
| median | 6296 |
| Q3 | 10192 |
| 95-th percentile | 19675 |
| Maximum | 64913 |
| Range | 64913 |
| Interquartile range (IQR) | 7407 |
Descriptive statistics
| Standard deviation | 6070.817736 |
|---|---|
| Coefficient of variation (CV) | 0.8067107099 |
| Kurtosis | 2.221730783 |
| Mean | 7525.396231 |
| Median Absolute Deviation (MAD) | 3764 |
| Skewness | 1.223652776 |
| Sum | 2852283205 |
| Variance | 36854827.98 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 458 | 715 | 0.2% |
| 562 | 612 | 0.2% |
| 460 | 595 | 0.2% |
| 456 | 575 | 0.2% |
| 25 | 544 | 0.1% |
| 560 | 543 | 0.1% |
| 564 | 538 | 0.1% |
| 455 | 523 | 0.1% |
| 462 | 472 | 0.1% |
| 464 | 462 | 0.1% |
| Other values (27480) | 373442 |
| Value | Count | Frequency (%) |
| 0 | 320 | |
| 3 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 17 | 2 | < 0.1% |
| 18 | 17 | < 0.1% |
| 19 | 139 | |
| 20 | 126 | < 0.1% |
| 21 | 34 | < 0.1% |
| Value | Count | Frequency (%) |
| 64913 | 1 | |
| 62388 | 1 | |
| 61651 | 1 | |
| 61013 | 1 | |
| 60993 | 1 | |
| 60061 | 1 | |
| 60046 | 1 | |
| 59953 | 1 | |
| 59886 | 1 | |
| 59785 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| fps_mean | fps_std | rtt_mean | rtt_std | dropped_frames_mean | dropped_frames_std | dropped_frames_max | bitrate_mean | bitrate_std | target | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 24.4 | 0.516398 | 91.1 | 6.723921 | 0.0 | 0.0 | 0.0 | 460.5 | 7.648529 | 616.0 |
| 1 | 28.6 | 2.065591 | 99.7 | 15.923777 | 0.0 | 0.0 | 0.0 | 616.3 | 155.414893 | 565.0 |
| 2 | 30.0 | 0.000000 | 98.1 | 11.798776 | 0.0 | 0.0 | 0.0 | 565.2 | 9.077445 | 573.0 |
| 3 | 30.3 | 0.948683 | 99.4 | 13.014522 | 0.0 | 0.0 | 0.0 | 573.8 | 28.350191 | 585.0 |
| 4 | 29.9 | 0.316228 | 123.2 | 62.476307 | 0.0 | 0.0 | 0.0 | 585.8 | 59.458295 | 555.0 |
| 5 | 29.5 | 1.649916 | 131.2 | 114.257798 | 0.0 | 0.0 | 0.0 | 555.2 | 47.713963 | 456.0 |
| 6 | 24.3 | 0.483046 | 98.3 | 16.499495 | 0.0 | 0.0 | 0.0 | 456.7 | 9.428680 | 511.0 |
| 7 | 24.5 | 0.971825 | 141.9 | 103.814418 | 0.0 | 0.0 | 0.0 | 511.4 | 156.318905 | 675.0 |
| 8 | 30.0 | 0.000000 | 107.5 | 18.733511 | 0.0 | 0.0 | 0.0 | 675.5 | 88.334277 | 1129.0 |
| 9 | 30.0 | 0.471405 | 108.2 | 10.952422 | 0.0 | 0.0 | 0.0 | 1129.0 | 989.477079 | 560.0 |
Last rows
| fps_mean | fps_std | rtt_mean | rtt_std | dropped_frames_mean | dropped_frames_std | dropped_frames_max | bitrate_mean | bitrate_std | target | |
|---|---|---|---|---|---|---|---|---|---|---|
| 379011 | 40.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3267.3 | 47.548922 | 3294.0 |
| 379012 | 40.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3294.4 | 41.844155 | 3358.0 |
| 379013 | 40.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3358.8 | 52.609251 | 3341.0 |
| 379014 | 40.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3341.6 | 68.178198 | 3275.0 |
| 379015 | 40.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3275.5 | 53.769570 | 3324.0 |
| 379016 | 40.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3324.9 | 52.846633 | 3325.0 |
| 379017 | 40.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3325.3 | 66.015234 | 3293.0 |
| 379018 | 40.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3293.2 | 43.355892 | 3317.0 |
| 379019 | 40.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3317.0 | 40.033319 | 3283.0 |
| 379020 | 40.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3283.2 | 40.575855 | 3314.0 |
Most frequently occurring
| fps_mean | fps_std | rtt_mean | rtt_std | dropped_frames_mean | dropped_frames_std | dropped_frames_max | bitrate_mean | bitrate_std | target | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 383 | 57.0 | 0.0 | 57.0 | 0.0 | 0.0 | 0.0 | 0.0 | 965.0 | 0.0 | 965.0 | 240 |
| 413 | 60.0 | 0.0 | 86.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1151.0 | 0.0 | 1151.0 | 202 |
| 389 | 57.0 | 0.0 | 95.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1004.0 | 0.0 | 1004.0 | 132 |
| 388 | 57.0 | 0.0 | 94.0 | 0.0 | 0.0 | 0.0 | 0.0 | 724.0 | 0.0 | 724.0 | 121 |
| 220 | 30.0 | 0.0 | 21.0 | 0.0 | 0.0 | 0.0 | 0.0 | 10151.0 | 0.0 | 10151.0 | 63 |
| 42 | 24.0 | 0.0 | 36.0 | 0.0 | 0.0 | 0.0 | 0.0 | 9178.0 | 0.0 | 9178.0 | 41 |
| 185 | 29.0 | 0.0 | 216.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2778.0 | 0.0 | 2778.0 | 41 |
| 21 | 20.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 34 |
| 410 | 60.0 | 0.0 | 57.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1134.0 | 0.0 | 1134.0 | 30 |
| 159 | 29.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 28 |